# Reward Modeling on Meta-World Open drawer Source: [Reward Modeling on Meta-World Open drawer]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:58:53.588Z Evaluation of Reward Modeling performance specifically on the 'Open drawer' task within the Meta-World environment, measured by Prediction Accuracy. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Reward Modeling | | Dataset (including any stated split) | Meta-World Open drawer | | Metric | Prediction Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 28 of 28 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Prediction Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Prediction Accuracy | Result date | Report paper | | --- | --- | --- | --- | | LTriplet | 69.01 | Not recorded | 694cc50853fdd5c36173a87a | | LTriplet | 67.82 | Not recorded | 694cc50853fdd5c36173a87a | | LTriplet | 67.01 | Not recorded | 694cc50853fdd5c36173a87a | | LTriplet | 66.33 | Not recorded | 694cc50853fdd5c36173a87a | | LR3M | 65.71 | Not recorded | 694cc50853fdd5c36173a87a | | LVIPtext | 65.58 | Not recorded | 694cc50853fdd5c36173a87a | | LTCNtext | 64.52 | Not recorded | 694cc50853fdd5c36173a87a | | LR3M | 63.25 | Not recorded | 694cc50853fdd5c36173a87a | | LTCNtext | 62.26 | Not recorded | 694cc50853fdd5c36173a87a | | LR3M | 62.24 | Not recorded | 694cc50853fdd5c36173a87a | | LR3M | 61.93 | Not recorded | 694cc50853fdd5c36173a87a | | LTCNtext | 61.83 | Not recorded | 694cc50853fdd5c36173a87a | | LVIPtext + LVIP | 61.76 | Not recorded | 694cc50853fdd5c36173a87a | | LTCNtext | 61.73 | Not recorded | 694cc50853fdd5c36173a87a | | LVIPtext | 60.45 | Not recorded | 694cc50853fdd5c36173a87a | | LVIPtext + LVIP | 59.88 | Not recorded | 694cc50853fdd5c36173a87a | | LVIPtext | 58.49 | Not recorded | 694cc50853fdd5c36173a87a | | LVIPtext + LVIP | 56.84 | Not recorded | 694cc50853fdd5c36173a87a | | LVIPtext | 56.43 | Not recorded | 694cc50853fdd5c36173a87a | | LVIPtext + LVIP | 55.25 | Not recorded | 694cc50853fdd5c36173a87a | | LLIV | 50.77 | Not recorded | 694cc50853fdd5c36173a87a | | LLIV | 50.56 | Not recorded | 694cc50853fdd5c36173a87a | | LLIV | 49.51 | Not recorded | 694cc50853fdd5c36173a87a | | LLIV | 47.88 | Not recorded | 694cc50853fdd5c36173a87a | | SigLIP2 | 43.6 | Not recorded | 694cc50853fdd5c36173a87a | | SigLIP2 | 42.91 | Not recorded | 694cc50853fdd5c36173a87a | | SigLIP2 | 42.13 | Not recorded | 694cc50853fdd5c36173a87a | | SigLIP2 | 41.55 | Not recorded | 694cc50853fdd5c36173a87a | ### LTriplet Prediction Accuracy: 69.01. Result ID: 69994c515698665ec4b68229. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 1"}. This record does not assert independent reproduction. ### LTriplet Prediction Accuracy: 67.82. Result ID: 69994c515698665ec4b6822a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 2"}. This record does not assert independent reproduction. ### LTriplet Prediction Accuracy: 67.01. Result ID: 69994c515698665ec4b6822c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"Multi view"}. This record does not assert independent reproduction. ### LTriplet Prediction Accuracy: 66.33. Result ID: 69994c515698665ec4b6822b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 3"}. This record does not assert independent reproduction. ### LR3M Prediction Accuracy: 65.71. Result ID: 69994c515698665ec4b68219. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Observation View":"View 1"}. This record does not assert independent reproduction. ### LVIPtext Prediction Accuracy: 65.58. Result ID: 69994c515698665ec4b6821d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 1"}. This record does not assert independent reproduction. ### LTCNtext Prediction Accuracy: 64.52. Result ID: 69994c515698665ec4b68215. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Observation View":"View 1"}. This record does not assert independent reproduction. ### LR3M Prediction Accuracy: 63.25. Result ID: 69994c515698665ec4b6821a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Observation View":"View 2"}. This record does not assert independent reproduction. ### LTCNtext Prediction Accuracy: 62.26. Result ID: 69994c515698665ec4b68218. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Observation View":"Multi view"}. This record does not assert independent reproduction. ### LR3M Prediction Accuracy: 62.24. Result ID: 69994c515698665ec4b6821c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Observation View":"Multi view"}. This record does not assert independent reproduction. ### LR3M Prediction Accuracy: 61.93. Result ID: 69994c515698665ec4b6821b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Observation View":"View 3"}. This record does not assert independent reproduction. ### LTCNtext Prediction Accuracy: 61.83. Result ID: 69994c515698665ec4b68216. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Observation View":"View 2"}. This record does not assert independent reproduction. ### LVIPtext + LVIP Prediction Accuracy: 61.76. Result ID: 69994c515698665ec4b68221. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 1"}. This record does not assert independent reproduction. ### LTCNtext Prediction Accuracy: 61.73. Result ID: 69994c515698665ec4b68217. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Observation View":"View 3"}. This record does not assert independent reproduction. ### LVIPtext Prediction Accuracy: 60.45. Result ID: 69994c515698665ec4b6821e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 2"}. This record does not assert independent reproduction. ### LVIPtext + LVIP Prediction Accuracy: 59.88. Result ID: 69994c515698665ec4b68222. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 2"}. This record does not assert independent reproduction. ### LVIPtext Prediction Accuracy: 58.49. Result ID: 69994c515698665ec4b6821f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 3"}. This record does not assert independent reproduction. ### LVIPtext + LVIP Prediction Accuracy: 56.84. Result ID: 69994c515698665ec4b68223. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 3"}. This record does not assert independent reproduction. ### LVIPtext Prediction Accuracy: 56.43. Result ID: 69994c515698665ec4b68220. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"Multi view"}. This record does not assert independent reproduction. ### LVIPtext + LVIP Prediction Accuracy: 55.25. Result ID: 69994c515698665ec4b68224. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"Multi view"}. This record does not assert independent reproduction. ### LLIV Prediction Accuracy: 50.77. Result ID: 69994c515698665ec4b68226. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 2"}. This record does not assert independent reproduction. ### LLIV Prediction Accuracy: 50.56. Result ID: 69994c515698665ec4b68225. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 1"}. This record does not assert independent reproduction. ### LLIV Prediction Accuracy: 49.51. Result ID: 69994c515698665ec4b68227. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 3"}. This record does not assert independent reproduction. ### LLIV Prediction Accuracy: 47.88. Result ID: 69994c515698665ec4b68228. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"Multi view"}. This record does not assert independent reproduction. ### SigLIP2 Prediction Accuracy: 43.6. Result ID: 69994c515698665ec4b68213. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 3"}. This record does not assert independent reproduction. ### SigLIP2 Prediction Accuracy: 42.91. Result ID: 69994c515698665ec4b68211. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 1"}. This record does not assert independent reproduction. ### SigLIP2 Prediction Accuracy: 42.13. Result ID: 69994c515698665ec4b68214. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"Multi view"}. This record does not assert independent reproduction. ### SigLIP2 Prediction Accuracy: 41.55. Result ID: 69994c515698665ec4b68212. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Observation View":"View 2"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.